A chemoinformatics approach for the characterization of hybrid nanomaterials: safer and efficient design perspective

Alicja Mikołajczyk , Natalia Sizochenko , Ewa Mulkiewicz , Anna Malankowska , Bakhtiyor Rasulev , Tomasz Puzyn

Abstract

In this study, photocatalytic properties and in vitro cytotoxicity of 29 TiO2-based multi-component nanomaterials (i.e., hybrids of more than two composition types of nanoparticles) were evaluated using a combination of the experimental testing and supervised machine learning modeling. TiO2-based multi-component nanomaterials with metal clusters of silver, and their mixtures with gold, palladium, and platinum were successfully synthesized. Two activities, photocatalytic activity and cytotoxicity, were studied. A novel cheminformatic approach was developed and applied for the computational representation of the photocatalytic activity and cytotoxicity effect. In this approach, features of investigated TiO2-based hybrid nanomaterials were reflected by a series of novel additive descriptors for hybrid and hybrid nanostructures (denoted as “hybrid nanosctructure descriptors”). These descriptors are based on quantum chemical calculations and the Smoluchowski equation. The obtained experimental data and calculated hybrid-nanostructure descriptors were used to develop novel predictive Quantitative Structure–Activity Relationship computational models (called “nano-QSARmix”). The proposed modeling approach is an initial step in the understanding of the relationships between physicochemical properties of hybrid nanoparticles, their toxicity, and photochemical activity under UV-vis irradiation. Acquired knowledge supports the safe-by-design approaches relevant to the development of efficient hybrid nanomaterials with reduced hazardous effects.
Author Alicja Mikołajczyk (FCh / DET / LPh)
Alicja Mikołajczyk,,
- Laboratory of Photocatalysis
, Natalia Sizochenko (FCh / DEChR / LECh)
Natalia Sizochenko,,
- Laboratory of Environmental Chemometrics
, Ewa Mulkiewicz (FCh / DEA / LChAD)
Ewa Mulkiewicz,,
- Laboratory of Chemical Analytics and Diagnostics
, Anna Malankowska (FCh / DET / LPh)
Anna Malankowska,,
- Laboratory of Photocatalysis
, Bakhtiyor Rasulev
Bakhtiyor Rasulev,,
-
, Tomasz Puzyn (FCh / DEChR / LECh)
Tomasz Puzyn,,
- Laboratory of Environmental Chemometrics
Journal seriesNanoscale, ISSN 2040-3364, (N/A 140 pkt)
Issue year2019
Vol11
No24
Pages11808-11818
Publication size in sheets0.5
ASJC Classification2500 General Materials Science
DOIDOI:10.1039/c9nr01162e
URL https://pubs.rsc.org/en/content/articlepdf/2019/nr/c9nr01162e
Languageen angielski
Score (nominal)140
Score sourcejournalList
ScoreMinisterial score = 140.0, 21-11-2019, ArticleFromJournal
Publication indicators WoS Citations = 1; Scopus SNIP (Source Normalised Impact per Paper): 2017 = 1.442; WoS Impact Factor: 2018 = 6.97 (2) - 2018=7.592 (5)
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